Item detail
github.com

ggml-org/llama.cpp

ggml-org/llama.cpp is a code repository in RepoRadar's Local LLM inference runtimes section, holding Gold tier and a 'try now' verdict. Its strongest signal is workflow potential, scored 10.0 out of 10.

Score9.0
Popularity100.0
Riskconditional
TierGold
Score breakdown
Usefulness9.2
Novelty7.4
Momentum9.1
Maturity9.5
Open-source/build8.4
Evidence7.2
Workflow potential10.0
Setup ease6.7

Popularity is tracked separately. Support, ads, sponsorships, and tips never affect these signals.

Why it matters

Local inference is still one of the most practical ways to test open models privately and cheaply. llama.cpp matters because it is the common runtime layer behind many desktop, server, and edge experiments instead of a narrow demo wrapper.

Who should use it

developers running GGUF language models locally teams testing private or edge inference before using hosted APIs tool builders who need an embeddable local-model runtime

Who should skip it

Skip ggml-org/llama.cpp unless the captured evidence suggests it solves a problem you are actively working on.

About this signal

ggml-org/llama.cpp is tracked by RepoRadar as a code repository in the Local LLM inference runtimes section. First seen 2026-07-29; the source record was last checked on 2026-07-29. The current verdict is 'try now' with a Gold tier and moderate setup difficulty. The standout signals for ggml-org/llama.cpp are workflow potential (10.0) and maturity (9.5), while setup ease (6.7) trails — that balance shapes where it fits best. This page summarizes the evidence RepoRadar captured from https://github.com/ggml-org/llama.cpp.

How this item is evaluated

The ggml-org/llama.cpp record combines a 9.0/10 composite score with separate popularity (100.0), risk (conditional), and setup (moderate) signals. See the scoring methodology for the current weights and evidence definitions.

Putting this into practice? Read How to evaluate an AI tool before you adopt it for the checklist behind this score.

Risk explanation

model weights may have different licenses or use restrictions than the runtime; local inference can still process sensitive prompts and generated files, so logging and storage need review; performance and memory behavior vary sharply by model size and hardware.

Evidence links
Closest alternatives / related signals
local-llm gguf inference c-plus-plus mit
Verification record

What RepoRadar actually verified

Discovered

Automated discovery and source capture. Last checked 2026-08-13T19:31:03.163686Z.

No editorial or hands-on review is claimed. This record remains at Discovered.

Verification sources

Longitudinal intelligence

How this decision record is moving

Raw history JSON →

16 dated snapshots retained from 2026-07-29 through 2026-08-13; see the snapshot index for explicit coverage gaps. Stars, version, release, pricing, integration, risk, maintenance, verdict, score, and momentum fields remain explicit even when a source has not reported them. Repository momentum is a normalized 0–10 RepoRadar signal; GitHub stars appear only where the popularity monitor retained exact timestamped observations.

RepoRadar score9.0 current · +0.0 net
Repository momentum10.0 current · +0.9 net
GitHub stars (observed)123,808 current · +1,796 net
GitHub stars123,808 exact observation
Versionb10415
Last release2026-08-13T19:29:10Z
Maintenanceactive
Current riskconditional
Current verdicttry now
Pricing baselineNo structured commercial pricing baseline
Pricing checkedNot applicable or not recorded
Pricing freshnessNo dated commercial pricing review
Integrations baselineNo structured integrations recorded

Recent dated points

DateScoreMomentumStarsRiskVerdictMaintenance
2026-08-139.010.0123,808conditionaltry nowactive
2026-08-129.010.0123,663conditionaltry nowactive
2026-08-119.010.0123,421conditionaltry nowactive
2026-08-109.010.0123,279conditionaltry nowactive
2026-08-099.09.6123,166conditionaltry nowactive
2026-08-089.010.0123,070conditionaltry nowactive
2026-08-079.010.0122,530conditionaltry nowactive
2026-08-069.09.1122,898conditionaltry nownot recorded
2026-08-059.09.1122,814conditionaltry nownot recorded
2026-08-049.010.0122,530conditionaltry nowactive
2026-08-039.010.0122,530conditionaltry nowactive
2026-08-029.010.0122,393conditionaltry nowactive

Why the record changed

version changed

Version changed: b10375 → b10415.

stars changed

Stars changed: 123663 → 123808.

version changed

Version changed: b10358 → b10375.

stars changed

Stars changed: 123421 → 123663.

version changed

Version changed: b10336 → b10358.

stars changed

Stars changed: 123279 → 123421.

stars changed

Stars changed: 123166 → 123279.

version changed

Version changed: b10331 → b10336.

version changed

Version changed: b10327 → b10331.

stars changed

Stars changed: 123070 → 123166.

stars changed

Stars changed: 122530 → 123070.

version changed

Version changed: b10238 → b10327.